On the sign recovery by LASSO, thresholded LASSO and thresholded Basis Pursuit Denoising

Patrick J. C. Tardivel, Malgorzata Bogdan

Basis Pursuit (BP), Basis Pursuit DeNoising (BPDN), and LASSO are popular methods for identifying important predictors in the high-dimensional linear regression model, i.e. when th…